Overview
Brought to you by YData
Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 10000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.6 MiB |
| Average record size in memory | 380.5 B |
Variable types
| Numeric | 18 |
|---|---|
| Categorical | 8 |
Age is highly overall correlated with Age_NumProducts_Interaction and 1 other fields | High correlation |
Age_Balance_Interaction is highly overall correlated with Balance and 6 other fields | High correlation |
Age_NumProducts_Interaction is highly overall correlated with Age and 2 other fields | High correlation |
Age_Squared is highly overall correlated with Age and 1 other fields | High correlation |
Balance is highly overall correlated with Age_Balance_Interaction and 6 other fields | High correlation |
BalanceCategory is highly overall correlated with Age_Balance_Interaction and 5 other fields | High correlation |
Balance_Squared is highly overall correlated with Age_Balance_Interaction and 6 other fields | High correlation |
Balance_to_EstimatedSalary_Ratio is highly overall correlated with Age_Balance_Interaction and 5 other fields | High correlation |
CreditScore is highly overall correlated with CreditScore_Squared | High correlation |
CreditScore_Balance_Interaction is highly overall correlated with Age_Balance_Interaction and 6 other fields | High correlation |
CreditScore_EstimatedSalary_Interaction is highly overall correlated with EstimatedSalary and 1 other fields | High correlation |
CreditScore_Squared is highly overall correlated with CreditScore | High correlation |
EstimatedSalary is highly overall correlated with CreditScore_EstimatedSalary_Interaction and 1 other fields | High correlation |
Gender is highly overall correlated with RegionChurnRate | High correlation |
Log_Balance is highly overall correlated with Age_Balance_Interaction and 6 other fields | High correlation |
Log_EstimatedSalary is highly overall correlated with CreditScore_EstimatedSalary_Interaction and 1 other fields | High correlation |
NumOfProducts is highly overall correlated with Age_NumProducts_Interaction and 1 other fields | High correlation |
NumProducts_to_Tenure_Ratio is highly overall correlated with Tenure and 1 other fields | High correlation |
RegionChurnRate is highly overall correlated with Gender | High correlation |
Tenure is highly overall correlated with NumProducts_to_Tenure_Ratio and 1 other fields | High correlation |
Tenure_Balance_Interaction is highly overall correlated with Age_Balance_Interaction and 7 other fields | High correlation |
Tenure_NumProducts_Interaction is highly overall correlated with NumOfProducts and 1 other fields | High correlation |
Balance_to_EstimatedSalary_Ratio is highly skewed (γ1 = 93.39667598) | Skewed |
CreditScore_EstimatedSalary_Interaction has unique values | Unique |
Tenure has 413 (4.1%) zeros | Zeros |
Balance has 3617 (36.2%) zeros | Zeros |
Age_Balance_Interaction has 3617 (36.2%) zeros | Zeros |
CreditScore_Balance_Interaction has 3617 (36.2%) zeros | Zeros |
Tenure_NumProducts_Interaction has 413 (4.1%) zeros | Zeros |
Tenure_Balance_Interaction has 3893 (38.9%) zeros | Zeros |
Balance_Squared has 3617 (36.2%) zeros | Zeros |
Log_Balance has 3617 (36.2%) zeros | Zeros |
Balance_to_EstimatedSalary_Ratio has 3617 (36.2%) zeros | Zeros |
Reproduction
| Analysis started | 2024-12-03 10:08:43.326335 |
|---|---|
| Analysis finished | 2024-12-03 10:10:03.216453 |
| Duration | 1 minute and 19.89 seconds |
| Software version | ydata-profiling vv4.12.0 |
| Download configuration | config.json |
Variables
CreditScore
Real number (ℝ)
High correlation 
| Distinct | 460 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 650.5288 |
| Minimum | 350 |
|---|---|
| Maximum | 850 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 350 |
|---|---|
| 5-th percentile | 489 |
| Q1 | 584 |
| median | 652 |
| Q3 | 718 |
| 95-th percentile | 812 |
| Maximum | 850 |
| Range | 500 |
| Interquartile range (IQR) | 134 |
Descriptive statistics
| Standard deviation | 96.653299 |
|---|---|
| Coefficient of variation (CV) | 0.14857651 |
| Kurtosis | -0.42572568 |
| Mean | 650.5288 |
| Median Absolute Deviation (MAD) | 67 |
| Skewness | -0.071606608 |
| Sum | 6505288 |
| Variance | 9341.8602 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 850 | 233 | 2.3% |
| 678 | 63 | 0.6% |
| 655 | 54 | 0.5% |
| 705 | 53 | 0.5% |
| 667 | 53 | 0.5% |
| 684 | 52 | 0.5% |
| 670 | 50 | 0.5% |
| 651 | 50 | 0.5% |
| 660 | 48 | 0.5% |
| 683 | 48 | 0.5% |
| Other values (450) | 9296 |
| Value | Count | Frequency (%) |
| 350 | 5 | |
| 351 | 1 | < 0.1% |
| 358 | 1 | < 0.1% |
| 359 | 1 | < 0.1% |
| 363 | 1 | < 0.1% |
| 365 | 1 | < 0.1% |
| 367 | 1 | < 0.1% |
| 373 | 1 | < 0.1% |
| 376 | 2 | < 0.1% |
| 382 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 850 | 233 | |
| 849 | 8 | 0.1% |
| 848 | 5 | 0.1% |
| 847 | 6 | 0.1% |
| 846 | 5 | 0.1% |
| 845 | 6 | 0.1% |
| 844 | 7 | 0.1% |
| 843 | 2 | < 0.1% |
| 842 | 7 | 0.1% |
| 841 | 12 | 0.1% |
Geography
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 615.4 KiB |
| France | |
|---|---|
| Germany | |
| Spain |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.0032 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | France |
|---|---|
| 2nd row | Spain |
| 3rd row | France |
| 4th row | France |
| 5th row | Spain |
Common Values
| Value | Count | Frequency (%) |
| France | 5014 | |
| Germany | 2509 | |
| Spain | 2477 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| france | 5014 | |
| germany | 2509 | |
| spain | 2477 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 10000 | |
| a | 10000 | |
| r | 7523 | |
| e | 7523 | |
| F | 5014 | |
| c | 5014 | |
| G | 2509 | 4.2% |
| m | 2509 | 4.2% |
| y | 2509 | 4.2% |
| S | 2477 | 4.1% |
| Other values (2) | 4954 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 60032 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 10000 | |
| a | 10000 | |
| r | 7523 | |
| e | 7523 | |
| F | 5014 | |
| c | 5014 | |
| G | 2509 | 4.2% |
| m | 2509 | 4.2% |
| y | 2509 | 4.2% |
| S | 2477 | 4.1% |
| Other values (2) | 4954 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 60032 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 10000 | |
| a | 10000 | |
| r | 7523 | |
| e | 7523 | |
| F | 5014 | |
| c | 5014 | |
| G | 2509 | 4.2% |
| m | 2509 | 4.2% |
| y | 2509 | 4.2% |
| S | 2477 | 4.1% |
| Other values (2) | 4954 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 60032 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 10000 | |
| a | 10000 | |
| r | 7523 | |
| e | 7523 | |
| F | 5014 | |
| c | 5014 | |
| G | 2509 | 4.2% |
| m | 2509 | 4.2% |
| y | 2509 | 4.2% |
| S | 2477 | 4.1% |
| Other values (2) | 4954 |
Gender
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 604.7 KiB |
| Male | |
|---|---|
| Female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.9086 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Female |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Male | 5457 | |
| Female | 4543 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 5457 | |
| female | 4543 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 14543 | |
| a | 10000 | |
| l | 10000 | |
| M | 5457 | 11.1% |
| F | 4543 | 9.3% |
| m | 4543 | 9.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 49086 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 14543 | |
| a | 10000 | |
| l | 10000 | |
| M | 5457 | 11.1% |
| F | 4543 | 9.3% |
| m | 4543 | 9.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 49086 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 14543 | |
| a | 10000 | |
| l | 10000 | |
| M | 5457 | 11.1% |
| F | 4543 | 9.3% |
| m | 4543 | 9.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 49086 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 14543 | |
| a | 10000 | |
| l | 10000 | |
| M | 5457 | 11.1% |
| F | 4543 | 9.3% |
| m | 4543 | 9.3% |
Age
Real number (ℝ)
High correlation 
| Distinct | 70 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.9218 |
| Minimum | 18 |
|---|---|
| Maximum | 92 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 25 |
| Q1 | 32 |
| median | 37 |
| Q3 | 44 |
| 95-th percentile | 60 |
| Maximum | 92 |
| Range | 74 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 10.487806 |
|---|---|
| Coefficient of variation (CV) | 0.26945841 |
| Kurtosis | 1.3953471 |
| Mean | 38.9218 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 1.0113203 |
| Sum | 389218 |
| Variance | 109.99408 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 37 | 478 | 4.8% |
| 38 | 477 | 4.8% |
| 35 | 474 | 4.7% |
| 36 | 456 | 4.6% |
| 34 | 447 | 4.5% |
| 33 | 442 | 4.4% |
| 40 | 432 | 4.3% |
| 39 | 423 | 4.2% |
| 32 | 418 | 4.2% |
| 31 | 404 | 4.0% |
| Other values (60) | 5549 |
| Value | Count | Frequency (%) |
| 18 | 22 | 0.2% |
| 19 | 27 | 0.3% |
| 20 | 40 | 0.4% |
| 21 | 53 | 0.5% |
| 22 | 84 | |
| 23 | 99 | |
| 24 | 132 | |
| 25 | 154 | |
| 26 | 200 | |
| 27 | 209 |
| Value | Count | Frequency (%) |
| 92 | 2 | < 0.1% |
| 88 | 1 | < 0.1% |
| 85 | 1 | < 0.1% |
| 84 | 2 | < 0.1% |
| 83 | 1 | < 0.1% |
| 82 | 1 | < 0.1% |
| 81 | 4 | |
| 80 | 3 | |
| 79 | 4 | |
| 78 | 5 |
Tenure
Real number (ℝ)
High correlation  Zeros 
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.0128 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 413 |
| Zeros (%) | 4.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 9 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.8921744 |
|---|---|
| Coefficient of variation (CV) | 0.57695786 |
| Kurtosis | -1.1652252 |
| Mean | 5.0128 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.010991458 |
| Sum | 50128 |
| Variance | 8.3646726 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 1048 | |
| 1 | 1035 | |
| 7 | 1028 | |
| 8 | 1025 | |
| 5 | 1012 | |
| 3 | 1009 | |
| 4 | 989 | |
| 9 | 984 | |
| 6 | 967 | |
| 10 | 490 |
| Value | Count | Frequency (%) |
| 0 | 413 | 4.1% |
| 1 | 1035 | |
| 2 | 1048 | |
| 3 | 1009 | |
| 4 | 989 | |
| 5 | 1012 | |
| 6 | 967 | |
| 7 | 1028 | |
| 8 | 1025 | |
| 9 | 984 |
| Value | Count | Frequency (%) |
| 10 | 490 | |
| 9 | 984 | |
| 8 | 1025 | |
| 7 | 1028 | |
| 6 | 967 | |
| 5 | 1012 | |
| 4 | 989 | |
| 3 | 1009 | |
| 2 | 1048 | |
| 1 | 1035 |
Balance
Real number (ℝ)
High correlation  Zeros 
| Distinct | 6382 |
|---|---|
| Distinct (%) | 63.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 76485.889 |
| Minimum | 0 |
|---|---|
| Maximum | 250898.09 |
| Zeros | 3617 |
| Zeros (%) | 36.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 97198.54 |
| Q3 | 127644.24 |
| 95-th percentile | 162711.67 |
| Maximum | 250898.09 |
| Range | 250898.09 |
| Interquartile range (IQR) | 127644.24 |
Descriptive statistics
| Standard deviation | 62397.405 |
|---|---|
| Coefficient of variation (CV) | 0.81580283 |
| Kurtosis | -1.4894118 |
| Mean | 76485.889 |
| Median Absolute Deviation (MAD) | 46766.79 |
| Skewness | -0.14110871 |
| Sum | 7.6485889 × 108 |
| Variance | 3.8934362 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3617 | |
| 130170.82 | 2 | < 0.1% |
| 105473.74 | 2 | < 0.1% |
| 159397.75 | 1 | < 0.1% |
| 144238.7 | 1 | < 0.1% |
| 112262.84 | 1 | < 0.1% |
| 109106.8 | 1 | < 0.1% |
| 142147.32 | 1 | < 0.1% |
| 109109.33 | 1 | < 0.1% |
| 146587.3 | 1 | < 0.1% |
| Other values (6372) | 6372 |
| Value | Count | Frequency (%) |
| 0 | 3617 | |
| 3768.69 | 1 | < 0.1% |
| 12459.19 | 1 | < 0.1% |
| 14262.8 | 1 | < 0.1% |
| 16893.59 | 1 | < 0.1% |
| 23503.31 | 1 | < 0.1% |
| 24043.45 | 1 | < 0.1% |
| 27288.43 | 1 | < 0.1% |
| 27517.15 | 1 | < 0.1% |
| 27755.97 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 250898.09 | 1 | |
| 238387.56 | 1 | |
| 222267.63 | 1 | |
| 221532.8 | 1 | |
| 216109.88 | 1 | |
| 214346.96 | 1 | |
| 213146.2 | 1 | |
| 212778.2 | 1 | |
| 212696.32 | 1 | |
| 212692.97 | 1 |
NumOfProducts
Categorical
High correlation 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 566.5 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | 266 |
| 4 | 60 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 3 |
| 4th row | 2 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 5084 | |
| 2 | 4590 | |
| 3 | 266 | 2.7% |
| 4 | 60 | 0.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 5084 | |
| 2 | 4590 | |
| 3 | 266 | 2.7% |
| 4 | 60 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 5084 | |
| 2 | 4590 | |
| 3 | 266 | 2.7% |
| 4 | 60 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 5084 | |
| 2 | 4590 | |
| 3 | 266 | 2.7% |
| 4 | 60 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 5084 | |
| 2 | 4590 | |
| 3 | 266 | 2.7% |
| 4 | 60 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 5084 | |
| 2 | 4590 | |
| 3 | 266 | 2.7% |
| 4 | 60 | 0.6% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 7055 | |
| 0 | 2945 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 7055 | |
| 0 | 2945 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 7055 | |
| 0 | 2945 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 7055 | |
| 0 | 2945 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 7055 | |
| 0 | 2945 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 7055 | |
| 0 | 2945 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 5151 | |
| 0 | 4849 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 5151 | |
| 0 | 4849 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 5151 | |
| 0 | 4849 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 5151 | |
| 0 | 4849 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 5151 | |
| 0 | 4849 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 5151 | |
| 0 | 4849 |
EstimatedSalary
Real number (ℝ)
High correlation 
| Distinct | 9999 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100090.24 |
| Minimum | 11.58 |
|---|---|
| Maximum | 199992.48 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 11.58 |
|---|---|
| 5-th percentile | 9851.8185 |
| Q1 | 51002.11 |
| median | 100193.91 |
| Q3 | 149388.25 |
| 95-th percentile | 190155.38 |
| Maximum | 199992.48 |
| Range | 199980.9 |
| Interquartile range (IQR) | 98386.137 |
Descriptive statistics
| Standard deviation | 57510.493 |
|---|---|
| Coefficient of variation (CV) | 0.57458642 |
| Kurtosis | -1.1815184 |
| Mean | 100090.24 |
| Median Absolute Deviation (MAD) | 49198.15 |
| Skewness | 0.0020853577 |
| Sum | 1.0009024 × 109 |
| Variance | 3.3074568 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 24924.92 | 2 | < 0.1% |
| 121505.61 | 1 | < 0.1% |
| 89874.82 | 1 | < 0.1% |
| 72500.68 | 1 | < 0.1% |
| 182692.8 | 1 | < 0.1% |
| 4993.94 | 1 | < 0.1% |
| 124964.82 | 1 | < 0.1% |
| 161971.42 | 1 | < 0.1% |
| 3729.89 | 1 | < 0.1% |
| 55313.44 | 1 | < 0.1% |
| Other values (9989) | 9989 |
| Value | Count | Frequency (%) |
| 11.58 | 1 | |
| 90.07 | 1 | |
| 91.75 | 1 | |
| 96.27 | 1 | |
| 106.67 | 1 | |
| 123.07 | 1 | |
| 142.81 | 1 | |
| 143.34 | 1 | |
| 178.19 | 1 | |
| 216.27 | 1 |
| Value | Count | Frequency (%) |
| 199992.48 | 1 | |
| 199970.74 | 1 | |
| 199953.33 | 1 | |
| 199929.17 | 1 | |
| 199909.32 | 1 | |
| 199862.75 | 1 | |
| 199857.47 | 1 | |
| 199841.32 | 1 | |
| 199808.1 | 1 | |
| 199805.63 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 7963 | |
| 1 | 2037 | 20.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 7963 | |
| 1 | 2037 | 20.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 7963 | |
| 1 | 2037 | 20.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 7963 | |
| 1 | 2037 | 20.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 7963 | |
| 1 | 2037 | 20.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 7963 | |
| 1 | 2037 | 20.4% |
Age_Balance_Interaction
Real number (ℝ)
High correlation  Zeros 
| Distinct | 6383 |
|---|---|
| Distinct (%) | 63.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2995492 |
| Minimum | 0 |
|---|---|
| Maximum | 13796953 |
| Zeros | 3617 |
| Zeros (%) | 36.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3360210.8 |
| Q3 | 4911035.1 |
| 95-th percentile | 7308972.6 |
| Maximum | 13796953 |
| Range | 13796953 |
| Interquartile range (IQR) | 4911035.1 |
Descriptive statistics
| Standard deviation | 2646812.7 |
|---|---|
| Coefficient of variation (CV) | 0.88359865 |
| Kurtosis | -0.68593908 |
| Mean | 2995492 |
| Median Absolute Deviation (MAD) | 2508157.5 |
| Skewness | 0.333125 |
| Sum | 2.995492 × 1010 |
| Variance | 7.0056173 × 1012 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3617 | |
| 4621662.9 | 2 | < 0.1% |
| 5718801.16 | 1 | < 0.1% |
| 4813426.73 | 1 | < 0.1% |
| 4161915 | 1 | < 0.1% |
| 3761550.3 | 1 | < 0.1% |
| 5100728 | 1 | < 0.1% |
| 3750206.2 | 1 | < 0.1% |
| 4041462.24 | 1 | < 0.1% |
| 3927844.8 | 1 | < 0.1% |
| Other values (6373) | 6373 |
| Value | Count | Frequency (%) |
| 0 | 3617 | |
| 150747.6 | 1 | < 0.1% |
| 499198 | 1 | < 0.1% |
| 573122.74 | 1 | < 0.1% |
| 709530.78 | 1 | < 0.1% |
| 750575.49 | 1 | < 0.1% |
| 804923.13 | 1 | < 0.1% |
| 829147.68 | 1 | < 0.1% |
| 965392.8 | 1 | < 0.1% |
| 965929.2 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 13796952.94 | 1 | |
| 13588090.92 | 1 | |
| 13002612.69 | 1 | |
| 12903905.97 | 1 | |
| 12678403.62 | 1 | |
| 12534373.04 | 1 | |
| 12481756.32 | 1 | |
| 12427644.1 | 1 | |
| 12234455.68 | 1 | |
| 12087895.55 | 1 |
Age_NumProducts_Interaction
Real number (ℝ)
High correlation 
| Distinct | 151 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 59.371 |
| Minimum | 18 |
|---|---|
| Maximum | 272 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 28 |
| Q1 | 38 |
| median | 54 |
| Q3 | 74 |
| 95-th percentile | 114 |
| Maximum | 272 |
| Range | 254 |
| Interquartile range (IQR) | 36 |
Descriptive statistics
| Standard deviation | 28.616989 |
|---|---|
| Coefficient of variation (CV) | 0.48200281 |
| Kurtosis | 4.2937547 |
| Mean | 59.371 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | 1.6207495 |
| Sum | 593710 |
| Variance | 818.93205 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 40 | 257 | 2.6% |
| 74 | 254 | 2.5% |
| 38 | 250 | 2.5% |
| 72 | 248 | 2.5% |
| 68 | 246 | 2.5% |
| 35 | 238 | 2.4% |
| 66 | 237 | 2.4% |
| 62 | 234 | 2.3% |
| 76 | 234 | 2.3% |
| 70 | 229 | 2.3% |
| Other values (141) | 7573 |
| Value | Count | Frequency (%) |
| 18 | 11 | 0.1% |
| 19 | 17 | 0.2% |
| 20 | 18 | 0.2% |
| 21 | 19 | 0.2% |
| 22 | 43 | |
| 23 | 47 | |
| 24 | 67 | |
| 25 | 63 | |
| 26 | 98 | |
| 27 | 93 |
| Value | Count | Frequency (%) |
| 272 | 1 | < 0.1% |
| 244 | 1 | < 0.1% |
| 240 | 2 | |
| 232 | 2 | |
| 231 | 1 | < 0.1% |
| 228 | 2 | |
| 220 | 3 | |
| 213 | 1 | < 0.1% |
| 212 | 1 | < 0.1% |
| 210 | 1 | < 0.1% |
CreditScore_Balance_Interaction
Real number (ℝ)
High correlation  Zeros 
| Distinct | 6384 |
|---|---|
| Distinct (%) | 63.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49794074 |
| Minimum | 0 |
|---|---|
| Maximum | 1.8086147 × 108 |
| Zeros | 3617 |
| Zeros (%) | 36.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 59843137 |
| Q3 | 82830378 |
| 95-th percentile | 1.1163359 × 108 |
| Maximum | 1.8086147 × 108 |
| Range | 1.8086147 × 108 |
| Interquartile range (IQR) | 82830378 |
Descriptive statistics
| Standard deviation | 41727692 |
|---|---|
| Coefficient of variation (CV) | 0.83800518 |
| Kurtosis | -1.3186493 |
| Mean | 49794074 |
| Median Absolute Deviation (MAD) | 35474456 |
| Skewness | 0.0098291786 |
| Sum | 4.9794074 × 1011 |
| Variance | 1.7412003 × 1015 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3617 | |
| 43908203.25 | 1 | < 0.1% |
| 58930954.7 | 1 | < 0.1% |
| 75235738 | 1 | < 0.1% |
| 92601245.4 | 1 | < 0.1% |
| 73419897.36 | 1 | < 0.1% |
| 79538857.2 | 1 | < 0.1% |
| 73490164.44 | 1 | < 0.1% |
| 64156286.04 | 1 | < 0.1% |
| 124599205 | 1 | < 0.1% |
| Other values (6374) | 6374 |
| Value | Count | Frequency (%) |
| 0 | 3617 | |
| 2837823.57 | 1 | < 0.1% |
| 8023718.36 | 1 | < 0.1% |
| 10012485.6 | 1 | < 0.1% |
| 11943768.13 | 1 | < 0.1% |
| 13440288.55 | 1 | < 0.1% |
| 14627396.19 | 1 | < 0.1% |
| 15488681.29 | 1 | < 0.1% |
| 15640800.7 | 1 | < 0.1% |
| 16244345.88 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 180861470 | 1 | |
| 180008163.5 | 1 | |
| 175112699 | 1 | |
| 169344769 | 1 | |
| 166478454.9 | 1 | |
| 164338248.9 | 1 | |
| 154274640.5 | 1 | |
| 152799430.7 | 1 | |
| 151569766.1 | 1 | |
| 151569516.6 | 1 |
CreditScore_EstimatedSalary_Interaction
Real number (ℝ)
High correlation  Unique 
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65103890 |
| Minimum | 8210.22 |
|---|---|
| Maximum | 1.6980932 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 8210.22 |
|---|---|
| 5-th percentile | 6244707.6 |
| Q1 | 32418420 |
| median | 63131078 |
| Q3 | 95552684 |
| 95-th percentile | 1.3141902 × 108 |
| Maximum | 1.6980932 × 108 |
| Range | 1.6980111 × 108 |
| Interquartile range (IQR) | 63134264 |
Descriptive statistics
| Standard deviation | 39133029 |
|---|---|
| Coefficient of variation (CV) | 0.60108589 |
| Kurtosis | -0.87439336 |
| Mean | 65103890 |
| Median Absolute Deviation (MAD) | 31602663 |
| Skewness | 0.22279385 |
| Sum | 6.510389 × 1011 |
| Variance | 1.531394 × 1015 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 30247097.76 | 1 | < 0.1% |
| 62734956.72 | 1 | < 0.1% |
| 68425888.64 | 1 | < 0.1% |
| 57193648.14 | 1 | < 0.1% |
| 65584814.37 | 1 | < 0.1% |
| 67221485 | 1 | < 0.1% |
| 96593077.95 | 1 | < 0.1% |
| 8271621.6 | 1 | < 0.1% |
| 44874426.88 | 1 | < 0.1% |
| 37545190.5 | 1 | < 0.1% |
| Other values (9990) | 9990 |
| Value | Count | Frequency (%) |
| 8210.22 | 1 | |
| 56293.75 | 1 | |
| 59178.75 | 1 | |
| 67095.43 | 1 | |
| 68351.7 | 1 | |
| 87133.56 | 1 | |
| 89014.14 | 1 | |
| 102537.58 | 1 | |
| 119164.77 | 1 | |
| 144512.09 | 1 |
| Value | Count | Frequency (%) |
| 169809319.5 | 1 | |
| 169739764 | 1 | |
| 168798290.1 | 1 | |
| 168464687.5 | 1 | |
| 168297152.5 | 1 | |
| 168163263.8 | 1 | |
| 167676593 | 1 | |
| 167095167.5 | 1 | |
| 165778109.5 | 1 | |
| 165342352.6 | 1 |
Tenure_NumProducts_Interaction
Real number (ℝ)
High correlation  Zeros 
| Distinct | 25 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.6932 |
| Minimum | 0 |
|---|---|
| Maximum | 40 |
| Zeros | 413 |
| Zeros (%) | 4.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 18 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.5818446 |
|---|---|
| Coefficient of variation (CV) | 0.72555564 |
| Kurtosis | 1.272033 |
| Mean | 7.6932 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.0145254 |
| Sum | 76932 |
| Variance | 31.156989 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 1051 | 10.5% |
| 8 | 998 | 10.0% |
| 6 | 941 | 9.4% |
| 2 | 904 | 9.0% |
| 10 | 709 | 7.1% |
| 1 | 568 | 5.7% |
| 3 | 561 | 5.6% |
| 9 | 542 | 5.4% |
| 7 | 517 | 5.2% |
| 5 | 501 | 5.0% |
| Other values (15) | 2708 |
| Value | Count | Frequency (%) |
| 0 | 413 | 4.1% |
| 1 | 568 | |
| 2 | 904 | |
| 3 | 561 | |
| 4 | 1051 | |
| 5 | 501 | |
| 6 | 941 | |
| 7 | 517 | |
| 8 | 998 | |
| 9 | 542 |
| Value | Count | Frequency (%) |
| 40 | 4 | < 0.1% |
| 36 | 10 | 0.1% |
| 32 | 4 | < 0.1% |
| 30 | 17 | 0.2% |
| 28 | 5 | 0.1% |
| 27 | 23 | 0.2% |
| 24 | 32 | 0.3% |
| 21 | 24 | 0.2% |
| 20 | 235 | |
| 18 | 468 |
Tenure_Balance_Interaction
Real number (ℝ)
High correlation  Zeros 
| Distinct | 6108 |
|---|---|
| Distinct (%) | 61.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 381197.29 |
| Minimum | 0 |
|---|---|
| Maximum | 2007249.6 |
| Zeros | 3893 |
| Zeros (%) | 38.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 241634.29 |
| Q3 | 690470.82 |
| 95-th percentile | 1195817.5 |
| Maximum | 2007249.6 |
| Range | 2007249.6 |
| Interquartile range (IQR) | 690470.82 |
Descriptive statistics
| Standard deviation | 422718 |
|---|---|
| Coefficient of variation (CV) | 1.1089218 |
| Kurtosis | -0.28447616 |
| Mean | 381197.29 |
| Median Absolute Deviation (MAD) | 241634.29 |
| Skewness | 0.87057062 |
| Sum | 3.8119729 × 109 |
| Variance | 1.7869051 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3893 | |
| 501540.04 | 1 | < 0.1% |
| 159397.75 | 1 | < 0.1% |
| 1153909.6 | 1 | < 0.1% |
| 224525.68 | 1 | < 0.1% |
| 872854.4 | 1 | < 0.1% |
| 1279325.88 | 1 | < 0.1% |
| 327327.99 | 1 | < 0.1% |
| 586349.2 | 1 | < 0.1% |
| 319584 | 1 | < 0.1% |
| Other values (6098) | 6098 |
| Value | Count | Frequency (%) |
| 0 | 3893 | |
| 33787.18 | 1 | < 0.1% |
| 35549.81 | 1 | < 0.1% |
| 35741.69 | 1 | < 0.1% |
| 39344.83 | 1 | < 0.1% |
| 40488.76 | 1 | < 0.1% |
| 43504.42 | 1 | < 0.1% |
| 43772.66 | 1 | < 0.1% |
| 44054.84 | 1 | < 0.1% |
| 46870.43 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2007249.6 | 1 | |
| 2000408.67 | 1 | |
| 1985461 | 1 | |
| 1917756.5 | 1 | |
| 1910917.4 | 1 | |
| 1910826.27 | 1 | |
| 1861819.02 | 1 | |
| 1859666.4 | 1 | |
| 1850637 | 1 | |
| 1837684.7 | 1 |
Age_Squared
Real number (ℝ)
High correlation 
| Distinct | 70 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1624.8896 |
| Minimum | 324 |
|---|---|
| Maximum | 8464 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 324 |
|---|---|
| 5-th percentile | 625 |
| Q1 | 1024 |
| median | 1369 |
| Q3 | 1936 |
| 95-th percentile | 3600 |
| Maximum | 8464 |
| Range | 8140 |
| Interquartile range (IQR) | 912 |
Descriptive statistics
| Standard deviation | 942.96316 |
|---|---|
| Coefficient of variation (CV) | 0.58032445 |
| Kurtosis | 4.8610635 |
| Mean | 1624.8896 |
| Median Absolute Deviation (MAD) | 408 |
| Skewness | 1.8952596 |
| Sum | 16248896 |
| Variance | 889179.52 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1369 | 478 | 4.8% |
| 1444 | 477 | 4.8% |
| 1225 | 474 | 4.7% |
| 1296 | 456 | 4.6% |
| 1156 | 447 | 4.5% |
| 1089 | 442 | 4.4% |
| 1600 | 432 | 4.3% |
| 1521 | 423 | 4.2% |
| 1024 | 418 | 4.2% |
| 961 | 404 | 4.0% |
| Other values (60) | 5549 |
| Value | Count | Frequency (%) |
| 324 | 22 | 0.2% |
| 361 | 27 | 0.3% |
| 400 | 40 | 0.4% |
| 441 | 53 | 0.5% |
| 484 | 84 | |
| 529 | 99 | |
| 576 | 132 | |
| 625 | 154 | |
| 676 | 200 | |
| 729 | 209 |
| Value | Count | Frequency (%) |
| 8464 | 2 | < 0.1% |
| 7744 | 1 | < 0.1% |
| 7225 | 1 | < 0.1% |
| 7056 | 2 | < 0.1% |
| 6889 | 1 | < 0.1% |
| 6724 | 1 | < 0.1% |
| 6561 | 4 | |
| 6400 | 3 | |
| 6241 | 4 | |
| 6084 | 5 |
Balance_Squared
Real number (ℝ)
High correlation  Zeros 
| Distinct | 6382 |
|---|---|
| Distinct (%) | 63.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.7431381 × 109 |
| Minimum | 0 |
|---|---|
| Maximum | 6.2949852 × 1010 |
| Zeros | 3617 |
| Zeros (%) | 36.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 9.4475563 × 109 |
| Q3 | 1.6293052 × 1010 |
| 95-th percentile | 2.6475089 × 1010 |
| Maximum | 6.2949852 × 1010 |
| Range | 6.2949852 × 1010 |
| Interquartile range (IQR) | 1.6293052 × 1010 |
Descriptive statistics
| Standard deviation | 9.4001714 × 109 |
|---|---|
| Coefficient of variation (CV) | 0.96479916 |
| Kurtosis | -0.089831757 |
| Mean | 9.7431381 × 109 |
| Median Absolute Deviation (MAD) | 9.4475563 × 109 |
| Skewness | 0.67125441 |
| Sum | 9.7431381 × 1013 |
| Variance | 8.8363223 × 1019 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3617 | |
| 1.694444238 × 1010 | 2 | < 0.1% |
| 1.112470983 × 1010 | 2 | < 0.1% |
| 2.540764271 × 1010 | 1 | < 0.1% |
| 2.080480258 × 1010 | 1 | < 0.1% |
| 1.260294524 × 1010 | 1 | < 0.1% |
| 1.190429381 × 1010 | 1 | < 0.1% |
| 2.020586058 × 1010 | 1 | < 0.1% |
| 1.190484589 × 1010 | 1 | < 0.1% |
| 2.148783652 × 1010 | 1 | < 0.1% |
| Other values (6372) | 6372 |
| Value | Count | Frequency (%) |
| 0 | 3617 | |
| 14203024.32 | 1 | < 0.1% |
| 155231415.5 | 1 | < 0.1% |
| 203427463.8 | 1 | < 0.1% |
| 285393383.1 | 1 | < 0.1% |
| 552405581 | 1 | < 0.1% |
| 578087487.9 | 1 | < 0.1% |
| 744658411.9 | 1 | < 0.1% |
| 757193544.1 | 1 | < 0.1% |
| 770393870.6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6.294985157 × 1010 | 1 | |
| 5.682862876 × 1010 | 1 | |
| 4.940289935 × 1010 | 1 | |
| 4.907678148 × 1010 | 1 | |
| 4.670348023 × 1010 | 1 | |
| 4.594461926 × 1010 | 1 | |
| 4.543130257 × 1010 | 1 | |
| 4.52745624 × 1010 | 1 | |
| 4.523972454 × 1010 | 1 | |
| 4.523829949 × 1010 | 1 |
CreditScore_Squared
Real number (ℝ)
High correlation 
| Distinct | 460 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 432528.65 |
| Minimum | 122500 |
|---|---|
| Maximum | 722500 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 122500 |
|---|---|
| 5-th percentile | 239121 |
| Q1 | 341056 |
| median | 425104 |
| Q3 | 515524 |
| 95-th percentile | 659344 |
| Maximum | 722500 |
| Range | 600000 |
| Interquartile range (IQR) | 174468 |
Descriptive statistics
| Standard deviation | 125628.72 |
|---|---|
| Coefficient of variation (CV) | 0.29045179 |
| Kurtosis | -0.42841908 |
| Mean | 432528.65 |
| Median Absolute Deviation (MAD) | 86380 |
| Skewness | 0.27249881 |
| Sum | 4.3252865 × 109 |
| Variance | 1.5782575 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 722500 | 233 | 2.3% |
| 459684 | 63 | 0.6% |
| 429025 | 54 | 0.5% |
| 497025 | 53 | 0.5% |
| 444889 | 53 | 0.5% |
| 467856 | 52 | 0.5% |
| 448900 | 50 | 0.5% |
| 423801 | 50 | 0.5% |
| 435600 | 48 | 0.5% |
| 466489 | 48 | 0.5% |
| Other values (450) | 9296 |
| Value | Count | Frequency (%) |
| 122500 | 5 | |
| 123201 | 1 | < 0.1% |
| 128164 | 1 | < 0.1% |
| 128881 | 1 | < 0.1% |
| 131769 | 1 | < 0.1% |
| 133225 | 1 | < 0.1% |
| 134689 | 1 | < 0.1% |
| 139129 | 1 | < 0.1% |
| 141376 | 2 | < 0.1% |
| 145924 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 722500 | 233 | |
| 720801 | 8 | 0.1% |
| 719104 | 5 | 0.1% |
| 717409 | 6 | 0.1% |
| 715716 | 5 | 0.1% |
| 714025 | 6 | 0.1% |
| 712336 | 7 | 0.1% |
| 710649 | 2 | < 0.1% |
| 708964 | 7 | 0.1% |
| 707281 | 12 | 0.1% |
Log_Balance
Real number (ℝ)
High correlation  Zeros 
| Distinct | 6382 |
|---|---|
| Distinct (%) | 63.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.4413267 |
| Minimum | 0 |
|---|---|
| Maximum | 12.432806 |
| Zeros | 3617 |
| Zeros (%) | 36.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 11.484521 |
| Q3 | 11.75701 |
| 95-th percentile | 11.999741 |
| Maximum | 12.432806 |
| Range | 12.432806 |
| Interquartile range (IQR) | 11.75701 |
Descriptive statistics
| Standard deviation | 5.6063999 |
|---|---|
| Coefficient of variation (CV) | 0.75341402 |
| Kurtosis | -1.6679604 |
| Mean | 7.4413267 |
| Median Absolute Deviation (MAD) | 0.40941638 |
| Skewness | -0.57082849 |
| Sum | 74413.267 |
| Variance | 31.43172 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3617 | |
| 11.77661055 | 2 | < 0.1% |
| 11.56622677 | 2 | < 0.1% |
| 11.9791642 | 1 | < 0.1% |
| 11.87923178 | 1 | < 0.1% |
| 11.62860709 | 1 | < 0.1% |
| 11.60009166 | 1 | < 0.1% |
| 11.8646263 | 1 | < 0.1% |
| 11.60011485 | 1 | < 0.1% |
| 11.89538326 | 1 | < 0.1% |
| Other values (6372) | 6372 |
| Value | Count | Frequency (%) |
| 0 | 3617 | |
| 8.234748049 | 1 | < 0.1% |
| 9.430294041 | 1 | < 0.1% |
| 9.565480138 | 1 | < 0.1% |
| 9.734748731 | 1 | < 0.1% |
| 10.06493909 | 1 | < 0.1% |
| 10.08765948 | 1 | < 0.1% |
| 10.21425473 | 1 | < 0.1% |
| 10.22260107 | 1 | < 0.1% |
| 10.23124226 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 12.43280611 | 1 | |
| 12.38165723 | 1 | |
| 12.31164197 | 1 | |
| 12.30833045 | 1 | |
| 12.28354689 | 1 | |
| 12.27535595 | 1 | |
| 12.26973829 | 1 | |
| 12.26801029 | 1 | |
| 12.2676254 | 1 | |
| 12.26760965 | 1 |
Log_EstimatedSalary
Real number (ℝ)
High correlation 
| Distinct | 9999 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.208386 |
| Minimum | 2.5321083 |
|---|---|
| Maximum | 12.20604 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 2.5321083 |
|---|---|
| 5-th percentile | 9.195512 |
| Q1 | 10.839642 |
| median | 11.514873 |
| Q3 | 11.914311 |
| 95-th percentile | 12.155602 |
| Maximum | 12.20604 |
| Range | 9.6739318 |
| Interquartile range (IQR) | 1.0746687 |
Descriptive statistics
| Standard deviation | 1.0002163 |
|---|---|
| Coefficient of variation (CV) | 0.089238207 |
| Kurtosis | 5.6415644 |
| Mean | 11.208386 |
| Median Absolute Deviation (MAD) | 0.4776381 |
| Skewness | -1.9986948 |
| Sum | 112083.86 |
| Variance | 1.0004326 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10.1236635 | 2 | < 0.1% |
| 11.70772394 | 1 | < 0.1% |
| 11.40618422 | 1 | < 0.1% |
| 11.19136501 | 1 | < 0.1% |
| 12.11556681 | 1 | < 0.1% |
| 8.516180679 | 1 | < 0.1% |
| 11.73579554 | 1 | < 0.1% |
| 11.99518135 | 1 | < 0.1% |
| 8.22440209 | 1 | < 0.1% |
| 10.92078927 | 1 | < 0.1% |
| Other values (9989) | 9989 |
| Value | Count | Frequency (%) |
| 2.532108251 | 1 | |
| 4.511628442 | 1 | |
| 4.529907701 | 1 | |
| 4.577490617 | 1 | |
| 4.679070994 | 1 | |
| 4.820845922 | 1 | |
| 4.968492984 | 1 | |
| 4.972171628 | 1 | |
| 5.188446695 | 1 | |
| 5.38114082 | 1 |
| Value | Count | Frequency (%) |
| 12.20604004 | 1 | |
| 12.20593134 | 1 | |
| 12.20584427 | 1 | |
| 12.20572343 | 1 | |
| 12.20562414 | 1 | |
| 12.20539116 | 1 | |
| 12.20536475 | 1 | |
| 12.20528393 | 1 | |
| 12.20511769 | 1 | |
| 12.20510533 | 1 |
Balance_to_EstimatedSalary_Ratio
Real number (ℝ)
High correlation  Skewed  Zeros 
| Distinct | 6384 |
|---|---|
| Distinct (%) | 63.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.7901501 |
| Minimum | 0 |
|---|---|
| Maximum | 9770.8831 |
| Zeros | 3617 |
| Zeros (%) | 36.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.74699756 |
| Q3 | 1.5140021 |
| 95-th percentile | 7.249045 |
| Maximum | 9770.8831 |
| Range | 9770.8831 |
| Interquartile range (IQR) | 1.5140021 |
Descriptive statistics
| Standard deviation | 100.05576 |
|---|---|
| Coefficient of variation (CV) | 26.398891 |
| Kurtosis | 9087.2039 |
| Mean | 3.7901501 |
| Median Absolute Deviation (MAD) | 0.74699756 |
| Skewness | 93.396676 |
| Sum | 37901.501 |
| Variance | 10011.155 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3617 | |
| 6.741532902 | 1 | < 0.1% |
| 1.83593438 | 1 | < 0.1% |
| 2.780637246 | 1 | < 0.1% |
| 0.7822023076 | 1 | < 0.1% |
| 8.719857018 | 1 | < 0.1% |
| 0.899389113 | 1 | < 0.1% |
| 3.599665122 | 1 | < 0.1% |
| 21.8439721 | 1 | < 0.1% |
| 1.630998193 | 1 | < 0.1% |
| Other values (6374) | 6374 |
| Value | Count | Frequency (%) |
| 0 | 3617 | |
| 0.02128406861 | 1 | < 0.1% |
| 0.0794650291 | 1 | < 0.1% |
| 0.1383662635 | 1 | < 0.1% |
| 0.1416132822 | 1 | < 0.1% |
| 0.1809953777 | 1 | < 0.1% |
| 0.1875132022 | 1 | < 0.1% |
| 0.1925807942 | 1 | < 0.1% |
| 0.2009916317 | 1 | < 0.1% |
| 0.2053776745 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 9770.883148 | 1 | |
| 1311.805175 | 1 | |
| 849.1642621 | 1 | |
| 607.0340169 | 1 | |
| 436.1363234 | 1 | |
| 351.8073764 | 1 | |
| 348.5070562 | 1 | |
| 344.6832824 | 1 | |
| 320.6303944 | 1 | |
| 290.6580917 | 1 |
NumProducts_to_Tenure_Ratio
Real number (ℝ)
High correlation 
| Distinct | 30 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.36717311 |
| Minimum | 0.090909091 |
|---|---|
| Maximum | 3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0.090909091 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.16666667 |
| median | 0.25 |
| Q3 | 0.5 |
| 95-th percentile | 1 |
| Maximum | 3 |
| Range | 2.9090909 |
| Interquartile range (IQR) | 0.33333333 |
Descriptive statistics
| Standard deviation | 0.3377603 |
|---|---|
| Coefficient of variation (CV) | 0.91989387 |
| Kurtosis | 10.250591 |
| Mean | 0.36717311 |
| Median Absolute Deviation (MAD) | 0.10714286 |
| Skewness | 2.7898229 |
| Sum | 3671.7311 |
| Variance | 0.11408202 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.5 | 1039 | 10.4% |
| 0.25 | 1011 | 10.1% |
| 0.3333333333 | 969 | 9.7% |
| 0.2 | 955 | 9.6% |
| 1 | 696 | 7.0% |
| 0.6666666667 | 550 | 5.5% |
| 0.1111111111 | 525 | 5.2% |
| 0.125 | 517 | 5.2% |
| 0.1666666667 | 501 | 5.0% |
| 0.1 | 500 | 5.0% |
| Other values (20) | 2737 |
| Value | Count | Frequency (%) |
| 0.09090909091 | 241 | 2.4% |
| 0.1 | 500 | |
| 0.1111111111 | 525 | |
| 0.125 | 517 | |
| 0.1428571429 | 490 | |
| 0.1666666667 | 501 | |
| 0.1818181818 | 228 | 2.3% |
| 0.2 | 955 | |
| 0.2222222222 | 468 | |
| 0.25 | 1011 |
| Value | Count | Frequency (%) |
| 3 | 6 | 0.1% |
| 2 | 175 | 1.8% |
| 1.5 | 32 | 0.3% |
| 1.333333333 | 11 | 0.1% |
| 1 | 696 | |
| 0.8 | 3 | < 0.1% |
| 0.75 | 42 | 0.4% |
| 0.6666666667 | 550 | |
| 0.6 | 20 | 0.2% |
| 0.5714285714 | 4 | < 0.1% |
BalanceCategory
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 698.9 KiB |
| Non-Zero Balance | |
|---|---|
| Zero Balance |
Length
| Max length | 16 |
|---|---|
| Median length | 16 |
| Mean length | 14.5532 |
| Min length | 12 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Zero Balance |
|---|---|
| 2nd row | Non-Zero Balance |
| 3rd row | Non-Zero Balance |
| 4th row | Zero Balance |
| 5th row | Non-Zero Balance |
Common Values
| Value | Count | Frequency (%) |
| Non-Zero Balance | 6383 | |
| Zero Balance | 3617 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| balance | 10000 | |
| non-zero | 6383 | |
| zero | 3617 | 18.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 20000 | |
| e | 20000 | |
| o | 16383 | |
| n | 16383 | |
| 10000 | ||
| B | 10000 | |
| r | 10000 | |
| Z | 10000 | |
| l | 10000 | |
| c | 10000 | |
| Other values (2) | 12766 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 145532 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 20000 | |
| e | 20000 | |
| o | 16383 | |
| n | 16383 | |
| 10000 | ||
| B | 10000 | |
| r | 10000 | |
| Z | 10000 | |
| l | 10000 | |
| c | 10000 | |
| Other values (2) | 12766 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 145532 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 20000 | |
| e | 20000 | |
| o | 16383 | |
| n | 16383 | |
| 10000 | ||
| B | 10000 | |
| r | 10000 | |
| Z | 10000 | |
| l | 10000 | |
| c | 10000 | |
| Other values (2) | 12766 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 145532 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 20000 | |
| e | 20000 | |
| o | 16383 | |
| n | 16383 | |
| 10000 | ||
| B | 10000 | |
| r | 10000 | |
| Z | 10000 | |
| l | 10000 | |
| c | 10000 | |
| Other values (2) | 12766 |
RegionChurnRate
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 737.9 KiB |
| 0.16455928165658787 | |
|---|---|
| 0.2507153863086066 |
Length
| Max length | 19 |
|---|---|
| Median length | 19 |
| Mean length | 18.5457 |
| Min length | 18 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.2507153863086066 |
|---|---|
| 2nd row | 0.2507153863086066 |
| 3rd row | 0.2507153863086066 |
| 4th row | 0.2507153863086066 |
| 5th row | 0.2507153863086066 |
Common Values
| Value | Count | Frequency (%) |
| 0.16455928165658787 | 5457 | |
| 0.2507153863086066 | 4543 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.16455928165658787 | 5457 | |
| 0.2507153863086066 | 4543 |
Most occurring characters
| Value | Count | Frequency (%) |
| 6 | 34543 | |
| 5 | 30914 | |
| 8 | 25457 | |
| 0 | 23629 | |
| 1 | 15457 | |
| 7 | 15457 | |
| . | 10000 | 5.4% |
| 2 | 10000 | 5.4% |
| 3 | 9086 | 4.9% |
| 9 | 5457 | 2.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 185457 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 6 | 34543 | |
| 5 | 30914 | |
| 8 | 25457 | |
| 0 | 23629 | |
| 1 | 15457 | |
| 7 | 15457 | |
| . | 10000 | 5.4% |
| 2 | 10000 | 5.4% |
| 3 | 9086 | 4.9% |
| 9 | 5457 | 2.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 185457 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 6 | 34543 | |
| 5 | 30914 | |
| 8 | 25457 | |
| 0 | 23629 | |
| 1 | 15457 | |
| 7 | 15457 | |
| . | 10000 | 5.4% |
| 2 | 10000 | 5.4% |
| 3 | 9086 | 4.9% |
| 9 | 5457 | 2.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 185457 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 6 | 34543 | |
| 5 | 30914 | |
| 8 | 25457 | |
| 0 | 23629 | |
| 1 | 15457 | |
| 7 | 15457 | |
| . | 10000 | 5.4% |
| 2 | 10000 | 5.4% |
| 3 | 9086 | 4.9% |
| 9 | 5457 | 2.9% |
Interactions
Correlations
| Age | Age_Balance_Interaction | Age_NumProducts_Interaction | Age_Squared | Balance | BalanceCategory | Balance_Squared | Balance_to_EstimatedSalary_Ratio | CreditScore | CreditScore_Balance_Interaction | CreditScore_EstimatedSalary_Interaction | CreditScore_Squared | EstimatedSalary | Exited | Gender | Geography | HasCrCard | IsActiveMember | Log_Balance | Log_EstimatedSalary | NumOfProducts | NumProducts_to_Tenure_Ratio | RegionChurnRate | Tenure | Tenure_Balance_Interaction | Tenure_NumProducts_Interaction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.321 | 0.505 | 1.000 | 0.033 | 0.044 | 0.033 | 0.036 | -0.008 | 0.033 | -0.005 | -0.008 | -0.002 | 0.375 | 0.026 | 0.050 | 0.013 | 0.144 | 0.033 | -0.002 | 0.087 | -0.020 | 0.026 | -0.010 | 0.036 | -0.038 |
| Age_Balance_Interaction | 0.321 | 1.000 | -0.097 | 0.321 | 0.913 | 0.992 | 0.913 | 0.797 | 0.004 | 0.884 | 0.009 | 0.004 | 0.008 | 0.240 | 0.025 | 0.309 | 0.000 | 0.062 | 0.913 | 0.008 | 0.231 | -0.163 | 0.025 | -0.007 | 0.769 | -0.154 |
| Age_NumProducts_Interaction | 0.505 | -0.097 | 1.000 | 0.505 | -0.259 | 0.306 | -0.259 | -0.264 | 0.008 | -0.257 | 0.009 | 0.008 | 0.007 | 0.269 | 0.040 | 0.027 | 0.000 | 0.083 | -0.259 | 0.007 | 0.659 | 0.436 | 0.040 | 0.005 | -0.244 | 0.377 |
| Age_Squared | 1.000 | 0.321 | 0.505 | 1.000 | 0.033 | 0.041 | 0.033 | 0.036 | -0.008 | 0.033 | -0.005 | -0.008 | -0.002 | 0.372 | 0.040 | 0.047 | 0.000 | 0.144 | 0.033 | -0.002 | 0.083 | -0.020 | 0.040 | -0.010 | 0.036 | -0.038 |
| Balance | 0.033 | 0.913 | -0.259 | 0.033 | 1.000 | 0.998 | 1.000 | 0.822 | 0.006 | 0.955 | 0.012 | 0.006 | 0.012 | 0.141 | 0.000 | 0.315 | 0.039 | 0.014 | 1.000 | 0.012 | 0.230 | -0.161 | 0.000 | -0.010 | 0.796 | -0.155 |
| BalanceCategory | 0.044 | 0.992 | 0.306 | 0.041 | 0.998 | 1.000 | 0.890 | 0.000 | 0.020 | 0.998 | 0.017 | 0.018 | 0.024 | 0.122 | 0.000 | 0.435 | 0.015 | 0.000 | 1.000 | 0.023 | 0.397 | 0.104 | 0.000 | 0.000 | 0.786 | 0.210 |
| Balance_Squared | 0.033 | 0.913 | -0.259 | 0.033 | 1.000 | 0.890 | 1.000 | 0.822 | 0.006 | 0.955 | 0.012 | 0.006 | 0.012 | 0.125 | 0.008 | 0.293 | 0.025 | 0.002 | 1.000 | 0.012 | 0.207 | -0.161 | 0.008 | -0.010 | 0.796 | -0.155 |
| Balance_to_EstimatedSalary_Ratio | 0.036 | 0.797 | -0.264 | 0.036 | 0.822 | 0.000 | 0.822 | 1.000 | 0.007 | 0.808 | -0.356 | 0.007 | -0.369 | 0.024 | 0.002 | 0.010 | 0.009 | 0.001 | 0.822 | -0.369 | 0.000 | -0.159 | 0.002 | -0.018 | 0.733 | -0.165 |
| CreditScore | -0.008 | 0.004 | 0.008 | -0.008 | 0.006 | 0.020 | 0.006 | 0.007 | 1.000 | 0.217 | 0.221 | 1.000 | 0.001 | 0.086 | 0.000 | 0.018 | 0.000 | 0.025 | 0.006 | 0.001 | 0.017 | 0.005 | 0.000 | 0.001 | 0.008 | 0.004 |
| CreditScore_Balance_Interaction | 0.033 | 0.884 | -0.257 | 0.033 | 0.955 | 0.998 | 0.955 | 0.808 | 0.217 | 1.000 | 0.061 | 0.217 | 0.012 | 0.122 | 0.027 | 0.312 | 0.031 | 0.000 | 0.955 | 0.012 | 0.230 | -0.160 | 0.027 | -0.010 | 0.782 | -0.155 |
| CreditScore_EstimatedSalary_Interaction | -0.005 | 0.009 | 0.009 | -0.005 | 0.012 | 0.017 | 0.012 | -0.356 | 0.221 | 0.061 | 1.000 | 0.221 | 0.966 | 0.000 | 0.000 | 0.000 | 0.011 | 0.000 | 0.012 | 0.966 | 0.015 | 0.004 | 0.000 | 0.009 | 0.016 | 0.017 |
| CreditScore_Squared | -0.008 | 0.004 | 0.008 | -0.008 | 0.006 | 0.018 | 0.006 | 0.007 | 1.000 | 0.217 | 0.221 | 1.000 | 0.001 | 0.047 | 0.000 | 0.017 | 0.000 | 0.017 | 0.006 | 0.001 | 0.000 | 0.005 | 0.000 | 0.001 | 0.008 | 0.004 |
| EstimatedSalary | -0.002 | 0.008 | 0.007 | -0.002 | 0.012 | 0.024 | 0.012 | -0.369 | 0.001 | 0.012 | 0.966 | 0.001 | 1.000 | 0.000 | 0.021 | 0.017 | 0.000 | 0.025 | 0.012 | 1.000 | 0.019 | 0.003 | 0.021 | 0.008 | 0.014 | 0.014 |
| Exited | 0.375 | 0.240 | 0.269 | 0.372 | 0.141 | 0.122 | 0.125 | 0.024 | 0.086 | 0.122 | 0.000 | 0.047 | 0.000 | 1.000 | 0.106 | 0.173 | 0.000 | 0.156 | 0.122 | 0.008 | 0.387 | 0.162 | 0.106 | 0.022 | 0.092 | 0.208 |
| Gender | 0.026 | 0.025 | 0.040 | 0.040 | 0.000 | 0.000 | 0.008 | 0.002 | 0.000 | 0.027 | 0.000 | 0.000 | 0.021 | 0.106 | 1.000 | 0.022 | 0.000 | 0.020 | 0.000 | 0.000 | 0.042 | 0.040 | 1.000 | 0.025 | 0.026 | 0.021 |
| Geography | 0.050 | 0.309 | 0.027 | 0.047 | 0.315 | 0.435 | 0.293 | 0.010 | 0.018 | 0.312 | 0.000 | 0.017 | 0.017 | 0.173 | 0.022 | 1.000 | 0.005 | 0.018 | 0.309 | 0.010 | 0.047 | 0.022 | 0.022 | 0.028 | 0.249 | 0.025 |
| HasCrCard | 0.013 | 0.000 | 0.000 | 0.000 | 0.039 | 0.015 | 0.025 | 0.009 | 0.000 | 0.031 | 0.011 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 1.000 | 0.006 | 0.015 | 0.030 | 0.000 | 0.027 | 0.000 | 0.026 | 0.000 | 0.017 |
| IsActiveMember | 0.144 | 0.062 | 0.083 | 0.144 | 0.014 | 0.000 | 0.002 | 0.001 | 0.025 | 0.000 | 0.000 | 0.017 | 0.025 | 0.156 | 0.020 | 0.018 | 0.006 | 1.000 | 0.021 | 0.000 | 0.038 | 0.035 | 0.020 | 0.021 | 0.021 | 0.019 |
| Log_Balance | 0.033 | 0.913 | -0.259 | 0.033 | 1.000 | 1.000 | 1.000 | 0.822 | 0.006 | 0.955 | 0.012 | 0.006 | 0.012 | 0.122 | 0.000 | 0.309 | 0.015 | 0.021 | 1.000 | 0.012 | 0.229 | -0.161 | 0.000 | -0.010 | 0.796 | -0.155 |
| Log_EstimatedSalary | -0.002 | 0.008 | 0.007 | -0.002 | 0.012 | 0.023 | 0.012 | -0.369 | 0.001 | 0.012 | 0.966 | 0.001 | 1.000 | 0.008 | 0.000 | 0.010 | 0.030 | 0.000 | 0.012 | 1.000 | 0.011 | 0.003 | 0.000 | 0.008 | 0.014 | 0.014 |
| NumOfProducts | 0.087 | 0.231 | 0.659 | 0.083 | 0.230 | 0.397 | 0.207 | 0.000 | 0.017 | 0.230 | 0.015 | 0.000 | 0.019 | 0.387 | 0.042 | 0.047 | 0.000 | 0.038 | 0.229 | 0.011 | 1.000 | 0.371 | 0.042 | 0.035 | 0.179 | 0.521 |
| NumProducts_to_Tenure_Ratio | -0.020 | -0.163 | 0.436 | -0.020 | -0.161 | 0.104 | -0.161 | -0.159 | 0.005 | -0.160 | 0.004 | 0.005 | 0.003 | 0.162 | 0.040 | 0.022 | 0.027 | 0.035 | -0.161 | 0.003 | 0.371 | 1.000 | 0.040 | -0.818 | -0.517 | -0.448 |
| RegionChurnRate | 0.026 | 0.025 | 0.040 | 0.040 | 0.000 | 0.000 | 0.008 | 0.002 | 0.000 | 0.027 | 0.000 | 0.000 | 0.021 | 0.106 | 1.000 | 0.022 | 0.000 | 0.020 | 0.000 | 0.000 | 0.042 | 0.040 | 1.000 | 0.025 | 0.026 | 0.021 |
| Tenure | -0.010 | -0.007 | 0.005 | -0.010 | -0.010 | 0.000 | -0.010 | -0.018 | 0.001 | -0.010 | 0.009 | 0.001 | 0.008 | 0.022 | 0.025 | 0.028 | 0.026 | 0.021 | -0.010 | 0.008 | 0.035 | -0.818 | 0.025 | 1.000 | 0.405 | 0.862 |
| Tenure_Balance_Interaction | 0.036 | 0.769 | -0.244 | 0.036 | 0.796 | 0.786 | 0.796 | 0.733 | 0.008 | 0.782 | 0.016 | 0.008 | 0.014 | 0.092 | 0.026 | 0.249 | 0.000 | 0.021 | 0.796 | 0.014 | 0.179 | -0.517 | 0.026 | 0.405 | 1.000 | 0.199 |
| Tenure_NumProducts_Interaction | -0.038 | -0.154 | 0.377 | -0.038 | -0.155 | 0.210 | -0.155 | -0.165 | 0.004 | -0.155 | 0.017 | 0.004 | 0.014 | 0.208 | 0.021 | 0.025 | 0.017 | 0.019 | -0.155 | 0.014 | 0.521 | -0.448 | 0.021 | 0.862 | 0.199 | 1.000 |
Missing values
Sample
| CreditScore | Geography | Gender | Age | Tenure | Balance | NumOfProducts | HasCrCard | IsActiveMember | EstimatedSalary | Exited | Age_Balance_Interaction | Age_NumProducts_Interaction | CreditScore_Balance_Interaction | CreditScore_EstimatedSalary_Interaction | Tenure_NumProducts_Interaction | Tenure_Balance_Interaction | Age_Squared | Balance_Squared | CreditScore_Squared | Log_Balance | Log_EstimatedSalary | Balance_to_EstimatedSalary_Ratio | NumProducts_to_Tenure_Ratio | BalanceCategory | RegionChurnRate | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 619 | France | Female | 42 | 2 | 0.00 | 1 | 1 | 1 | 101348.88 | 1 | 0.00 | 42 | 0.000000e+00 | 62734956.72 | 2 | 0.00 | 1764 | 0.000000e+00 | 383161 | 0.000000 | 11.526334 | 0.000000 | 0.333333 | Zero Balance | 0.250715 |
| 1 | 608 | Spain | Female | 41 | 1 | 83807.86 | 1 | 0 | 1 | 112542.58 | 0 | 3436122.26 | 41 | 5.095518e+07 | 68425888.64 | 1 | 83807.86 | 1681 | 7.023757e+09 | 369664 | 11.336294 | 11.631096 | 0.744670 | 0.500000 | Non-Zero Balance | 0.250715 |
| 2 | 502 | France | Female | 42 | 8 | 159660.80 | 3 | 1 | 0 | 113931.57 | 1 | 6705753.60 | 126 | 8.014972e+07 | 57193648.14 | 24 | 1277286.40 | 1764 | 2.549157e+10 | 252004 | 11.980813 | 11.643362 | 1.401362 | 0.333333 | Non-Zero Balance | 0.250715 |
| 3 | 699 | France | Female | 39 | 1 | 0.00 | 2 | 0 | 0 | 93826.63 | 0 | 0.00 | 78 | 0.000000e+00 | 65584814.37 | 2 | 0.00 | 1521 | 0.000000e+00 | 488601 | 0.000000 | 11.449215 | 0.000000 | 1.000000 | Zero Balance | 0.250715 |
| 4 | 850 | Spain | Female | 43 | 2 | 125510.82 | 1 | 1 | 1 | 79084.10 | 0 | 5396965.26 | 43 | 1.066842e+08 | 67221485.00 | 2 | 251021.64 | 1849 | 1.575297e+10 | 722500 | 11.740155 | 11.278280 | 1.587035 | 0.333333 | Non-Zero Balance | 0.250715 |
| 5 | 645 | Spain | Male | 44 | 8 | 113755.78 | 2 | 1 | 0 | 149756.71 | 1 | 5005254.32 | 88 | 7.337248e+07 | 96593077.95 | 16 | 910046.24 | 1936 | 1.294038e+10 | 416025 | 11.641818 | 11.916774 | 0.759599 | 0.222222 | Non-Zero Balance | 0.164559 |
| 6 | 822 | France | Male | 50 | 7 | 0.00 | 2 | 1 | 1 | 10062.80 | 0 | 0.00 | 100 | 0.000000e+00 | 8271621.60 | 14 | 0.00 | 2500 | 0.000000e+00 | 675684 | 0.000000 | 9.216700 | 0.000000 | 0.250000 | Zero Balance | 0.164559 |
| 7 | 376 | Germany | Female | 29 | 4 | 115046.74 | 4 | 1 | 0 | 119346.88 | 1 | 3336355.46 | 116 | 4.325757e+07 | 44874426.88 | 16 | 460186.96 | 841 | 1.323575e+10 | 141376 | 11.653102 | 11.689798 | 0.963961 | 0.800000 | Non-Zero Balance | 0.250715 |
| 8 | 501 | France | Male | 44 | 4 | 142051.07 | 2 | 0 | 1 | 74940.50 | 0 | 6250247.08 | 88 | 7.116759e+07 | 37545190.50 | 8 | 568204.28 | 1936 | 2.017851e+10 | 251001 | 11.863949 | 11.224463 | 1.895493 | 0.400000 | Non-Zero Balance | 0.164559 |
| 9 | 684 | France | Male | 27 | 2 | 134603.88 | 1 | 1 | 1 | 71725.73 | 0 | 3634304.76 | 27 | 9.206905e+07 | 49060399.32 | 2 | 269207.76 | 729 | 1.811820e+10 | 467856 | 11.810099 | 11.180619 | 1.876621 | 0.333333 | Non-Zero Balance | 0.164559 |
| CreditScore | Geography | Gender | Age | Tenure | Balance | NumOfProducts | HasCrCard | IsActiveMember | EstimatedSalary | Exited | Age_Balance_Interaction | Age_NumProducts_Interaction | CreditScore_Balance_Interaction | CreditScore_EstimatedSalary_Interaction | Tenure_NumProducts_Interaction | Tenure_Balance_Interaction | Age_Squared | Balance_Squared | CreditScore_Squared | Log_Balance | Log_EstimatedSalary | Balance_to_EstimatedSalary_Ratio | NumProducts_to_Tenure_Ratio | BalanceCategory | RegionChurnRate | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9990 | 714 | Germany | Male | 33 | 3 | 35016.60 | 1 | 1 | 0 | 53667.08 | 0 | 1155547.80 | 33 | 2.500185e+07 | 3.831830e+07 | 3 | 105049.80 | 1089 | 1.226162e+09 | 509796 | 10.463606 | 10.890574 | 0.652466 | 0.250000 | Non-Zero Balance | 0.164559 |
| 9991 | 597 | France | Female | 53 | 4 | 88381.21 | 1 | 1 | 0 | 69384.71 | 1 | 4684204.13 | 53 | 5.276358e+07 | 4.142267e+07 | 4 | 353524.84 | 2809 | 7.811238e+09 | 356409 | 11.389426 | 11.147436 | 1.273767 | 0.200000 | Non-Zero Balance | 0.250715 |
| 9992 | 726 | Spain | Male | 36 | 2 | 0.00 | 1 | 1 | 0 | 195192.40 | 0 | 0.00 | 36 | 0.000000e+00 | 1.417097e+08 | 2 | 0.00 | 1296 | 0.000000e+00 | 527076 | 0.000000 | 12.181746 | 0.000000 | 0.333333 | Zero Balance | 0.164559 |
| 9993 | 644 | France | Male | 28 | 7 | 155060.41 | 1 | 1 | 0 | 29179.52 | 0 | 4341691.48 | 28 | 9.985890e+07 | 1.879161e+07 | 7 | 1085422.87 | 784 | 2.404373e+10 | 414736 | 11.951577 | 10.281257 | 5.313833 | 0.125000 | Non-Zero Balance | 0.164559 |
| 9994 | 800 | France | Female | 29 | 2 | 0.00 | 2 | 0 | 0 | 167773.55 | 0 | 0.00 | 58 | 0.000000e+00 | 1.342188e+08 | 4 | 0.00 | 841 | 0.000000e+00 | 640000 | 0.000000 | 12.030376 | 0.000000 | 0.666667 | Zero Balance | 0.250715 |
| 9995 | 771 | France | Male | 39 | 5 | 0.00 | 2 | 1 | 0 | 96270.64 | 0 | 0.00 | 78 | 0.000000e+00 | 7.422466e+07 | 10 | 0.00 | 1521 | 0.000000e+00 | 594441 | 0.000000 | 11.474929 | 0.000000 | 0.333333 | Zero Balance | 0.164559 |
| 9996 | 516 | France | Male | 35 | 10 | 57369.61 | 1 | 1 | 1 | 101699.77 | 0 | 2007936.35 | 35 | 2.960272e+07 | 5.247708e+07 | 10 | 573696.10 | 1225 | 3.291272e+09 | 266256 | 10.957287 | 11.529790 | 0.564102 | 0.090909 | Non-Zero Balance | 0.164559 |
| 9997 | 709 | France | Female | 36 | 7 | 0.00 | 1 | 0 | 1 | 42085.58 | 1 | 0.00 | 36 | 0.000000e+00 | 2.983868e+07 | 7 | 0.00 | 1296 | 0.000000e+00 | 502681 | 0.000000 | 10.647484 | 0.000000 | 0.125000 | Zero Balance | 0.250715 |
| 9998 | 772 | Germany | Male | 42 | 3 | 75075.31 | 2 | 1 | 0 | 92888.52 | 1 | 3153163.02 | 84 | 5.795814e+07 | 7.170994e+07 | 6 | 225225.93 | 1764 | 5.636302e+09 | 595984 | 11.226260 | 11.439166 | 0.808222 | 0.500000 | Non-Zero Balance | 0.164559 |
| 9999 | 792 | France | Female | 28 | 4 | 130142.79 | 1 | 1 | 0 | 38190.78 | 0 | 3643998.12 | 28 | 1.030731e+08 | 3.024710e+07 | 4 | 520571.16 | 784 | 1.693715e+10 | 627264 | 11.776395 | 10.550376 | 3.407613 | 0.200000 | Non-Zero Balance | 0.250715 |